Can I just copy "Z location" to all the selected objects?
You can also try another way:


Switch pivot point type to Active Element, toggle Manipulate Center Points;
Select objects, keep one active, then SZ0.




UPDATE:

Thanks to Bastien Montagne (aka mont29)'s commit, you can find this feature in latest version, now only for Location, but also Rotation, Scale, Dimensions, etc: